Isayensi Yedatha
( 24 Amamojula )

module #1
Isingeniso Sesayensi Yedatha
Uhlolojikelele lwesayensi yedatha, ukubaluleka, kanye nezinhlelo zokusebenza

module #2
Inqubo Yesayensi Yedatha
Ukuqonda inqubo yesayensi yedatha:incazelo yenkinga, ukuqoqwa kwedatha, ukuhlanzwa, ukuhlaziya, nokubonwayo

module #3
Python for Data Science
Isingeniso solimi lokuhlela lwePython kanye namalabhulali ayo esayensi yedatha (NumPy, Pandas, njll.)

module #4
Data Preprocessing
Ukuphatha amanani angekho, ukwenziwa kwedatha evamile, ukukala kwesici, kanye nedatha ukuguqulwa

module #5
Ukubona Kwedatha
Isingeniso sokubonwa kwedatha kusetshenziswa i-Matplotlib ne-Seaborn

module #6
Izibalo Ezichazayo
Izilinganiso zokuthambekela okumaphakathi, ukuhlukahluka, nokusatshalaliswa kwedatha

module #7
Izibalo Ezingenakuqhathaniswa
I-Hypothesis ukuhlola, izikhathi zokuzethemba, nama-p-values

module #8
I-Regression Analysis
Ukuhlehla komugqa okulula nokuningi, ukuqagela kokuhlehla, nokuhlola imodeli

module #9
Isici Sobunjiniyela
Ukukhethwa kwesici, ukukhishwa, namasu okudala

module #10
Ukufunda Okugadiwe
Isingeniso sokufunda okugadiwe, ukuhlukaniswa, kanye nokuhlehla

module #11
Ukufunda Okungagadiwe
Isingeniso sokufunda okungagadiwe, ukuhlanganisa, kanye nokwehliswa kobukhulu

module #12
Ukuhlola Imodeli
Amamethrikhi we ukuhlola ukusebenza kwemodeli, ukufaka ngokweqile, nokufaneleka kancane

module #13
Izihlahla Zezinqumo Namahlathi Angahleliwe
Isingeniso ezihlahleni zesinqumo namahlathi angahleliwe, izinzuzo, kanye nemikhawulo

module #14
Sekela Imishini Ye-Vector
Isingeniso sokusekela imishini ye-vector, i-kernel trick, nezinhlobo ze-SVM

module #15
Neural Networks
Isingeniso kumanethiwekhi emizwa, i-perceptron, ne-multilayer perceptron

module #16
Ukufunda Okujulile
Isethulo sokufunda okujulile, amanethiwekhi e-neural e-convolutional, kanye namanethiwekhi emizwa ajwayelekile

module #17
Ukucutshungulwa Kolimi Lwemvelo
Isingeniso sokucutshungulwa kolimi lwemvelo, ukucubungula kwangaphambili kombhalo, nokumelwa kombhalo

module #18
Idatha Enkulu kanye Nezinqolobane Zedatha Ye-NoSQL
Isingeniso kudatha enkulu, i-Hadoop ecosystem, kanye nesizindalwazi se-NoSQL

module #19
I-Data Storytelling
Ukuxhumana okuphumelelayo kwemininingwane nemiphumela kusetshenziswa ukubonwa kwedatha nokuxoxa indaba

module #20
Amathuluzi Esayensi Yedatha Nobuchwepheshe
Isingeniso samathuluzi wesayensi yedatha nobuchwepheshe, Jupyter Notebooks, kanye ne-Git

module #21
Case Study 1:Ukuhlaziywa Kokuhlehla
Ukusebenzisa ukuhlaziywa kokuhlehla kunkinga yomhlaba wangempela

module #22
Indaba Yesifundo 2:Ukuhlelwa
Ukusebenzisa amasu okuhlukanisa enkingeni yomhlaba wangempela

module #23
Indaba Yesifundo 3:Ukuhlanganisa
Ukusebenzisa amasu okuhlanganisa enkingeni yomhlaba wangempela

module #24
Ukugoqwa Kwezifundo & Isiphetho
Ukuhlela izinyathelo ezilandelayo emsebenzini Wesayensi Yedatha

Ukulungele ukufunda, ukwaba, nokuncintisana?